#include "ggml.h" #include "utils.h" #include "llama.h" #include #include #include #include #include #include #include #include // quantize a model // usage: // ./llama-quantize models/llama/ggml-model.bin models/llama/ggml-model-quant.bin type // int main(int argc, char ** argv) { ggml_time_init(); if (argc != 4) { fprintf(stderr, "usage: %s model-f32.bin model-quant.bin type\n", argv[0]); fprintf(stderr, " type = 2 - q4_0\n"); fprintf(stderr, " type = 3 - q4_1\n"); return 1; } // needed to initialize f16 tables { struct ggml_init_params params = { 0, NULL }; struct ggml_context * ctx = ggml_init(params); ggml_free(ctx); } const std::string fname_inp = argv[1]; const std::string fname_out = argv[2]; const int itype = atoi(argv[3]); const int64_t t_main_start_us = ggml_time_us(); int64_t t_quantize_us = 0; // load the model { const int64_t t_start_us = ggml_time_us(); if (!llama_model_quantize(fname_inp, fname_out, itype)) { fprintf(stderr, "%s: failed to quantize model from '%s'\n", __func__, fname_inp.c_str()); return 1; } t_quantize_us = ggml_time_us() - t_start_us; } // report timing { const int64_t t_main_end_us = ggml_time_us(); printf("\n"); printf("%s: quantize time = %8.2f ms\n", __func__, t_quantize_us/1000.0f); printf("%s: total time = %8.2f ms\n", __func__, (t_main_end_us - t_main_start_us)/1000.0f); } return 0; }